Main Page
27,667
Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Apache Paimon Data Ingestion With Ray Sink
- Workflow:Apache Hudi Docker Demo Setup
Principles
- Principle:Huggingface Datatrove LLM Inference Execution
- Principle:Facebookresearch Habitat lab Evaluation Execution
- Principle:Fastai Fastbook Learning Rate Selection
- Principle:Sail sg LongSpec Environment Setup
- Principle:Cohere ai Cohere python Chat Response Processing
- Principle:Huggingface Optimum Sharded Weight Loading
- Principle:Langchain ai Langgraph Tool Validation
- Principle:Zai org CogVideo Flow Refinement
- Principle:Lm sys FastChat SFT Data Preparation
- Principle:Interpretml Interpret EBM Prediction
Implementations
- Implementation:Datahub project Datahub FilterTransformer Transform
- Implementation:NVIDIA TransformerEngine JAX Hadamard
- Implementation:Kornia Kornia Histogram
- Implementation:NVIDIA DALI Bandit Config
- Implementation:Datahub project Datahub DataHubGuidGenerator
- Implementation:CrewAIInc CrewAI Crew Test Method
- Implementation:Rapidsai Cuml Manifold Common
- Implementation:FlowiseAI Flowise WorkspaceSwitcher
- Implementation:Apache Shardingsphere DatabaseRuleNodePath Search
- Implementation:Scikit learn Scikit learn Score Distribution Pattern
Heuristics
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
Environments
- Environment:Huggingface Diffusers Training Environment
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Ray project Ray Docker GPU Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:FMInference FlexLLMGen HuggingFace Access